Pre-release
This release is a pre-release and may not be stable for production use.
AutoGluon-Cloud
AutoGluon-Cloud aims to provide user tools to train, fine-tune and deploy AutoGluon backed models on the cloud. With just a few lines of codes, users could train a model and perform inference on the cloud without worrying about MLOps details such as resource management.
Currently, AutoGluon-Cloud supports AWS SageMaker as the cloud backend.
Example
# First install package from terminal:
# pip install -U pip
# pip install -U setuptools wheel
# pip install --pre autogluon.cloud # You don't need to install autogluon itself locally
from autogluon.cloud import TabularCloudPredictor
train_data = 'train.csv'
test_data = 'test.csv'
predictor_init_args = {label='label'} # init args you would pass to AG TabularPredictor
predictor_fit_args = {train_data, time_limit=120} # fit args you would pass to AG TabularPredictor
# Train
cloud_predictor = TabularCloudPredictor(cloud_output_path='YOUR_S3_BUCKET_PATH').fit(predictor_init_args, predictor_fit_args)
# Deploy the endpoint
cloud_predictor.deploy()
# Real-time inference with the endpoint
result = cloud_predictor.predict_real_time('test.csv')
print(result)
# Cleanup the endpoint
cloud_predictor.cleanup_deployment()
# Batch inference
cloud_predictor.predict('test.csv') # results will be stored in s3 bucket
cloud_predictor.download_predict_results() # download the results to your local machine
1 maintainer
Metadata
1 maintainer
Release files for autogluon.cloud 0.1b20230118
For a detailed explanation of source distributions (sdists) and built distributions (wheels), please see the package formats documentation.
Source distribution (sdist)
| File | Size | Uploaded | |
|---|---|---|---|
| autogluon.cloud-0.1b20230118.tar.gz | 37.6 kB | Details |
Built distribution (wheel)
| File | Interpreter | ABI | Platform | Reset |
|---|---|---|---|---|
| autogluon.cloud-0.1b20230118-py3-none-any.whl | Python 3 | none | any | Details |
Total release size: 86.9 kB
Release files / autogluon.cloud-0.1b20230118.tar.gz
| Download URL | autogluon.cloud-0.1b20230118.tar.gz |
|---|---|
| Size | 37.6 kB |
| Tags | Source |
|
SHA-256 checksum How to use checksums |
15348c017c29b0dd13da725cf0f579fbc09b41cbab7e24f54e77419d86a835b5
|
|
BLAKE2b-256 checksum How to use checksums |
3291ffc4635a6f0c23a2afb72268d28b32ecc90df4df610526ff4836bafe0584
|
| Upload date | |
|
Uploaded using Trusted Publishing? What is trusted publishing? |
No |
| Uploaded via |
twine/4.0.2 CPython/3.7.15
|
Release files / autogluon.cloud-0.1b20230118-py3-none-any.whl
| Download URL | autogluon.cloud-0.1b20230118-py3-none-any.whl |
|---|---|
| Size | 49.3 kB |
| Tags | Python 3 |
|
SHA-256 checksum How to use checksums |
3ba488328bb9debe30036fe3d963527768c2d9a87ec168bb367c8b71378a305a
|
|
BLAKE2b-256 checksum How to use checksums |
7d7f0755bb7bff234b3c115b57b299bf59e847c1497336cae558d5621d91e669
|
| Upload date | |
|
Uploaded using Trusted Publishing? What is trusted publishing? |
No |
| Uploaded via |
twine/4.0.2 CPython/3.7.15
|
